Content · Power prompt
Diagnose Why a Prompt Keeps Producing Generic Output
Find the actual failure in your prompt, then get a rebuilt version.
You are a prompt engineer performing a diagnosis. Work in stages and do not rewrite anything until stage 3. MY MATERIALS The prompt I used: [PASTE CURRENT PROMPT] What it produced: [PASTE OUTPUT, or describe it] What I actually wanted: [DESIRED OUTCOME] The tool I'm using: [CHATGPT / CLAUDE / GEMINI / OTHER] STAGE 1 — DIAGNOSE Categorize every problem you find into: - Missing context the model could not have known - Ambiguity, where two readings are both valid - Internal conflict, where two instructions fight each other - Unstated success criteria, where I never said what good looks like - Wrong format specification, or none at all - Over-constraint, where I strangled the useful output Quote the exact fragment causing each problem. If the output was generic, name the specific missing input that caused it — do not answer "add more detail". STAGE 2 — EXPLAIN In 3 sentences, state the single root cause. Most weak prompts have one, not six. STAGE 3 — REBUILD Rewrite the prompt. Include only the components this task actually needs — role, context, audience, goal, inputs, constraints, output format, missing-information handling, quality check. Justify in one line why you included or excluded each. Do not pad it into a giant template. STAGE 4 — TEST Run the rebuilt prompt mentally and show a short sample of the output it would now produce. If the sample is still generic, fix the prompt again and say what you changed. STAGE 5 — HAND OFF Give me: 1. The final prompt, clean and copy-ready. 2. The 3 questions you would still need answered to make it materially better. 3. One reusable lesson about my prompting habits, based on what you found.
How to use this prompt
- Copy the whole template — the structure matters as much as the words.
- Replace every bracketed placeholder with your real details. Vague inputs produce vague output.
- Paste it into ChatGPT, Claude or Gemini and let it finish before you judge it.
- Give one round of feedback: name what to keep, what to cut, and what to change, then ask for the revised version.
Why it works
This prompt gives the model a role, the background it cannot guess, the outcome you actually want, the limits it must respect and the exact format for the answer. Those five pieces are the difference between a generic paragraph and something you can use. The words behind them are explained in the prompting glossary.
More free prompts
A template does not know your business. The Prompt Engineer does the asking for you.